Enabling Quality Improvement within Primary Healthcare through the CCHSA Accreditation Program
Bibliographic record
Abstract
Progress is being made on the journey to strengthen primary healthcare within Canada. As an essential component of the healthcare continuum, primary healthcare must be more effectively linked and its role optimized for better patient/client outcomes to be realized. The Canadian Council on Health Services Accreditation (CCHSA) is an enabler to change and is committed to contributing to the strengthening of primary healthcare. During the first 20 years, the focus of CCHSA's accreditation process was on facility-based acute and long-term care. Since that time, accreditation standards have been established across a wide range of healthcare sectors and specialty areas. CCHSA's accreditation program will increasingly contribute to strengthening the essential and integral role of primary healthcare in the healthcare system.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.036 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.007 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.064 | 0.039 |
| Insufficient payload (model declined to judge) | 0.009 | 0.003 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".